Overview

Brought to you by YData

Dataset statistics

Number of variables	42
Number of observations	8888
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.4 MiB
Average record size in memory	163.7 B

Variable types

Numeric	10
Categorical	2
Boolean	30

Alerts

`estado_civil_CASADO` is highly overall correlated with `estado_civil_SOLTERO`	High correlation
`estado_civil_SOLTERO` is highly overall correlated with `estado_civil_CASADO`	High correlation
`estado_cliente_ACTIVO` is highly overall correlated with `estado_cliente_PASIVO` and 2 other fields	High correlation
`estado_cliente_PASIVO` is highly overall correlated with `estado_cliente_ACTIVO` and 2 other fields	High correlation
`falta_pago_N` is highly overall correlated with `estado_cliente_ACTIVO` and 3 other fields	High correlation
`falta_pago_Y` is highly overall correlated with `estado_cliente_ACTIVO` and 3 other fields	High correlation
`genero_F` is highly overall correlated with `genero_M`	High correlation
`genero_M` is highly overall correlated with `genero_F`	High correlation
`importe_solicitado` is highly overall correlated with `pct_ingreso`	High correlation
`limite_credito_tc` is highly overall correlated with `nivel_tarjeta_Blue`	High correlation
`nivel_tarjeta_Blue` is highly overall correlated with `limite_credito_tc` and 1 other fields	High correlation
`nivel_tarjeta_Silver` is highly overall correlated with `nivel_tarjeta_Blue`	High correlation
`pct_ingreso` is highly overall correlated with `importe_solicitado`	High correlation
`situacion_vivienda_ALQUILER` is highly overall correlated with `situacion_vivienda_HIPOTECA`	High correlation
`situacion_vivienda_HIPOTECA` is highly overall correlated with `situacion_vivienda_ALQUILER`	High correlation
`tasa_interes` is highly overall correlated with `falta_pago_N` and 1 other fields	High correlation
`situacion_vivienda_OTROS` is highly imbalanced (96.3%)	Imbalance
`situacion_vivienda_PROPIA` is highly imbalanced (63.8%)	Imbalance
`objetivo_credito_MEJORAS_HOGAR` is highly imbalanced (57.6%)	Imbalance
`estado_civil_DESCONOCIDO` is highly imbalanced (62.2%)	Imbalance
`estado_civil_DIVORCIADO` is highly imbalanced (61.7%)	Imbalance
`nivel_educativo_POSGRADO_COMPLETO` is highly imbalanced (72.9%)	Imbalance
`nivel_educativo_POSGRADO_INCOMPLETO` is highly imbalanced (70.6%)	Imbalance
`nivel_tarjeta_Blue` is highly imbalanced (64.2%)	Imbalance
`nivel_tarjeta_Gold` is highly imbalanced (90.8%)	Imbalance
`nivel_tarjeta_Platinum` is highly imbalanced (97.8%)	Imbalance
`nivel_tarjeta_Silver` is highly imbalanced (69.6%)	Imbalance
`edad` is highly skewed (γ1 = 29.30473016)	Skewed
`antiguedad_empleado` has 1276 (14.4%) zeros	Zeros
`personas_a_cargo` has 787 (8.9%) zeros	Zeros

Reproduction

Analysis started	2025-05-07 16:17:59.370629
Analysis finished	2025-05-07 16:18:03.185971
Duration	3.82 seconds
Software version	ydata-profiling vv4.13.0
Download configuration	config.json

edad
Real number (ℝ)

Skewed

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.578308

Minimum	20
Maximum	144
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	20
5-th percentile	21
Q1	22
median	23
Q3	25
95-th percentile	26
Maximum	144
Range	124
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.5809173
Coefficient of variation (CV)	0.10946151
Kurtosis	1312.4899
Mean	23.578308
Median Absolute Deviation (MAD)	1
Skewness	29.30473
Sum	209564
Variance	6.661134
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
22	1937	21.8%
23	1925	21.7%
24	1697	19.1%
25	1444	16.2%
26	1184	13.3%
21	692	7.8%
20	6	0.1%
144	2	< 0.1%
123	1	< 0.1%

Value	Count	Frequency (%)
20	6	0.1%
21	692	7.8%
22	1937	21.8%
23	1925	21.7%
24	1697	19.1%
25	1444	16.2%
26	1184	13.3%
123	1	< 0.1%
144	2	< 0.1%

Value	Count	Frequency (%)
144	2	< 0.1%
123	1	< 0.1%
26	1184	13.3%
25	1444	16.2%
24	1697	19.1%
23	1925	21.7%
22	1937	21.8%
21	692	7.8%
20	6	0.1%

importe_solicitado
Real number (ℝ)

High correlation

Distinct	487
Distinct (%)	5.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8179.087

Minimum	500
Maximum	35000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	500
5-th percentile	2000
Q1	4500
median	6500
Q3	10000
95-th percentile	20000
Maximum	35000
Range	34500
Interquartile range (IQR)	5500

Descriptive statistics

Standard deviation	5767.1606
Coefficient of variation (CV)	0.70511056
Kurtosis	2.3503363
Mean	8179.087
Median Absolute Deviation (MAD)	2500
Skewness	1.5272961
Sum	72695725
Variance	33260141
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	693	7.8%
6000	642	7.2%
8000	499	5.6%
7000	390	4.4%
4000	386	4.3%
10000	333	3.7%
3000	325	3.7%
20000	253	2.8%
12000	228	2.6%
9000	221	2.5%
Other values (477)	4918	55.3%

Value	Count	Frequency (%)
500	3	< 0.1%
700	1	< 0.1%
750	1	< 0.1%
800	1	< 0.1%
900	1	< 0.1%
1000	122	1.4%
1050	1	< 0.1%
1100	1	< 0.1%
1150	1	< 0.1%
1200	60	0.7%

Value	Count	Frequency (%)
35000	20	0.2%
34800	1	< 0.1%
34000	1	< 0.1%
33950	1	< 0.1%
33000	1	< 0.1%
32500	1	< 0.1%
32000	1	< 0.1%
31300	1	< 0.1%
31050	1	< 0.1%
30000	19	0.2%

duracion_credito
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	396.9 KiB

2	2997
3	2947
4	2944

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8888
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	2
3rd row	2
4th row	4
5th row	2

Common Values

Value	Count	Frequency (%)
2	2997	33.7%
3	2947	33.2%
4	2944	33.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	2997	33.7%
3	2947	33.2%
4	2944	33.1%

Most occurring characters

Value	Count	Frequency (%)
2	2997	33.7%
3	2947	33.2%
4	2944	33.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8888	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	2997	33.7%
3	2947	33.2%
4	2944	33.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8888	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	2997	33.7%
3	2947	33.2%
4	2944	33.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8888	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	2997	33.7%
3	2947	33.2%
4	2944	33.1%

antiguedad_empleado
Real number (ℝ)

Zeros

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9318182

Minimum	0
Maximum	123
Zeros	1276
Zeros (%)	14.4%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	6
95-th percentile	9
Maximum	123
Range	123
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.3576886
Coefficient of variation (CV)	0.85397859
Kurtosis	354.18599
Mean	3.9318182
Median Absolute Deviation (MAD)	2
Skewness	10.21741
Sum	34946
Variance	11.274072
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	1276	14.4%
2	1159	13.0%
3	1038	11.7%
5	967	10.9%
6	921	10.4%
1	910	10.2%
4	773	8.7%
7	706	7.9%
8	526	5.9%
9	368	4.1%
Other values (3)	244	2.7%

Value	Count	Frequency (%)
0	1276	14.4%
1	910	10.2%
2	1159	13.0%
3	1038	11.7%
4	773	8.7%
5	967	10.9%
6	921	10.4%
7	706	7.9%
8	526	5.9%
9	368	4.1%

Value	Count	Frequency (%)
123	2	< 0.1%
11	23	0.3%
10	219	2.5%
9	368	4.1%
8	526	5.9%
7	706	7.9%
6	921	10.4%
5	967	10.9%
4	773	8.7%
3	1038	11.7%

ingresos
Real number (ℝ)

Distinct	1620
Distinct (%)	18.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50970.59

Minimum	9600
Maximum	500000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	9600
5-th percentile	21000
Q1	34000
median	47000
Q3	60000
95-th percentile	97286
Maximum	500000
Range	490400
Interquartile range (IQR)	26000

Descriptive statistics

Standard deviation	28961.735
Coefficient of variation (CV)	0.56820483
Kurtosis	20.958965
Mean	50970.59
Median Absolute Deviation (MAD)	13000
Skewness	3.3531045
Sum	4.530266 × 10⁸
Variance	8.3878211 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60000	386	4.3%
30000	313	3.5%
50000	304	3.4%
40000	242	2.7%
45000	217	2.4%
55000	201	2.3%
65000	197	2.2%
48000	194	2.2%
36000	185	2.1%
42000	176	2.0%
Other values (1610)	6473	72.8%

Value	Count	Frequency (%)
9600	3	< 0.1%
9840	1	< 0.1%
9900	1	< 0.1%
9960	1	< 0.1%
10000	9	0.1%
10560	1	< 0.1%
10668	1	< 0.1%
10800	3	< 0.1%
10980	1	< 0.1%
11000	3	< 0.1%

Value	Count	Frequency (%)
500000	1	< 0.1%
306000	1	< 0.1%
300000	6	0.1%
287000	1	< 0.1%
280000	1	< 0.1%
277104	1	< 0.1%
275000	1	< 0.1%
260000	1	< 0.1%
259000	1	< 0.1%
255000	1	< 0.1%

pct_ingreso
Real number (ℝ)

High correlation

Distinct	69
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17531728

Minimum	0.01
Maximum	0.77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.04
Q1	0.09
median	0.15
Q3	0.23
95-th percentile	0.39
Maximum	0.77
Range	0.76
Interquartile range (IQR)	0.14

Descriptive statistics

Standard deviation	0.10810067
Coefficient of variation (CV)	0.6166002
Kurtosis	1.1335342
Mean	0.17531728
Median Absolute Deviation (MAD)	0.07
Skewness	1.0613359
Sum	1558.22
Variance	0.011685755
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	464	5.2%
0.13	406	4.6%
0.09	391	4.4%
0.11	387	4.4%
0.08	386	4.3%
0.15	380	4.3%
0.12	352	4.0%
0.14	348	3.9%
0.07	346	3.9%
0.17	335	3.8%
Other values (59)	5093	57.3%

Value	Count	Frequency (%)
0.01	17	0.2%
0.02	82	0.9%
0.03	199	2.2%
0.04	249	2.8%
0.05	262	2.9%
0.06	304	3.4%
0.07	346	3.9%
0.08	386	4.3%
0.09	391	4.4%
0.1	464	5.2%

Value	Count	Frequency (%)
0.77	1	< 0.1%
0.71	1	< 0.1%
0.69	2	< 0.1%
0.68	1	< 0.1%
0.67	1	< 0.1%
0.65	2	< 0.1%
0.64	3	< 0.1%
0.63	3	< 0.1%
0.61	2	< 0.1%
0.6	2	< 0.1%

tasa_interes
Real number (ℝ)

High correlation

Distinct	306
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.019373

Minimum	5.42
Maximum	22.11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	5.42
5-th percentile	6.03
Q1	7.9
median	10.99
Q3	13.47
95-th percentile	16.29
Maximum	22.11
Range	16.69
Interquartile range (IQR)	5.57

Descriptive statistics

Standard deviation	3.1946868
Coefficient of variation (CV)	0.28991547
Kurtosis	-0.70341725
Mean	11.019373
Median Absolute Deviation (MAD)	2.5
Skewness	0.18465298
Sum	97940.19
Variance	10.206024
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.99	252	2.8%
7.51	227	2.6%
7.9	189	2.1%
7.49	187	2.1%
7.88	173	1.9%
5.42	171	1.9%
9.99	148	1.7%
11.49	143	1.6%
13.49	132	1.5%
11.71	132	1.5%
Other values (296)	7134	80.3%

Value	Count	Frequency (%)
5.42	171	1.9%
5.79	106	1.2%
5.99	112	1.3%
6	6	0.1%
6.03	121	1.4%
6.17	59	0.7%
6.39	14	0.2%
6.54	72	0.8%
6.62	116	1.3%
6.76	61	0.7%

Value	Count	Frequency (%)
22.11	1	< 0.1%
21.74	2	< 0.1%
21.36	1	< 0.1%
21.27	1	< 0.1%
21.21	1	< 0.1%
20.89	2	< 0.1%
20.62	1	< 0.1%
20.3	2	< 0.1%
20.25	1	< 0.1%
20.2	1	< 0.1%

estado_credito
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	396.9 KiB

0	6718
1	2170

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8888
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	6718	75.6%
1	2170	24.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	6718	75.6%
1	2170	24.4%

Most occurring characters

Value	Count	Frequency (%)
0	6718	75.6%
1	2170	24.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8888	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	6718	75.6%
1	2170	24.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8888	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	6718	75.6%
1	2170	24.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8888	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	6718	75.6%
1	2170	24.4%

antiguedad_cliente
Real number (ℝ)

Distinct	44
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.890414

Minimum	13
Maximum	56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	13
5-th percentile	22
Q1	31
median	36
Q3	40
95-th percentile	50
Maximum	56
Range	43
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.996337
Coefficient of variation (CV)	0.22279868
Kurtosis	0.41174424
Mean	35.890414
Median Absolute Deviation (MAD)	4
Skewness	-0.10174188
Sum	318994
Variance	63.941405
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
36	2127	23.9%
37	317	3.6%
34	313	3.5%
38	305	3.4%
40	304	3.4%
39	302	3.4%
31	296	3.3%
33	278	3.1%
35	272	3.1%
30	262	2.9%
Other values (34)	4112	46.3%

Value	Count	Frequency (%)
13	63	0.7%
14	15	0.2%
15	29	0.3%
16	28	0.3%
17	35	0.4%
18	49	0.6%
19	55	0.6%
20	68	0.8%
21	75	0.8%
22	93	1.0%

Value	Count	Frequency (%)
56	94	1.1%
55	36	0.4%
54	48	0.5%
53	65	0.7%
52	56	0.6%
51	70	0.8%
50	83	0.9%
49	127	1.4%
48	137	1.5%
47	145	1.6%

gastos_ult_12m
Real number (ℝ)

Distinct	4718
Distinct (%)	53.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4428.0135

Minimum	510
Maximum	18484
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	510
5-th percentile	1289
Q1	2163.75
median	3912
Q3	4747.25
95-th percentile	14230
Maximum	18484
Range	17974
Interquartile range (IQR)	2583.5

Descriptive statistics

Standard deviation	3426.1207
Coefficient of variation (CV)	0.77373763
Kurtosis	3.8108409
Mean	4428.0135
Median Absolute Deviation (MAD)	1313
Skewness	2.0307557
Sum	39356184
Variance	11738303
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4509	10	0.1%
4253	10	0.1%
2229	9	0.1%
4518	9	0.1%
4037	8	0.1%
4674	8	0.1%
4275	8	0.1%
4498	8	0.1%
1731	8	0.1%
4348	8	0.1%
Other values (4708)	8802	99.0%

Value	Count	Frequency (%)
510	1	< 0.1%
530	1	< 0.1%
563	1	< 0.1%
569	1	< 0.1%
594	1	< 0.1%
596	1	< 0.1%
597	1	< 0.1%
615	1	< 0.1%
643	1	< 0.1%
644	1	< 0.1%

Value	Count	Frequency (%)
18484	1	< 0.1%
17995	1	< 0.1%
17744	1	< 0.1%
17634	1	< 0.1%
17628	1	< 0.1%
17498	1	< 0.1%
17437	1	< 0.1%
17390	1	< 0.1%
17350	1	< 0.1%
17258	1	< 0.1%

limite_credito_tc
Real number (ℝ)

High correlation

Distinct	5674
Distinct (%)	63.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8607.8521

Minimum	1438.3
Maximum	34516
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	1438.3
5-th percentile	1438.3
Q1	2548
median	4544.5
Q3	11046.25
95-th percentile	34516
Maximum	34516
Range	33077.7
Interquartile range (IQR)	8498.25

Descriptive statistics

Standard deviation	9064.2945
Coefficient of variation (CV)	1.0530263
Kurtosis	1.8441154
Mean	8607.8521
Median Absolute Deviation (MAD)	2598.5
Skewness	1.6729252
Sum	76506590
Variance	82161434
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1438.3	453	5.1%
34516	449	5.1%
15987	18	0.2%
9959	14	0.2%
6224	11	0.1%
23981	11	0.1%
3735	10	0.1%
2490	10	0.1%
7469	9	0.1%
14938	7	0.1%
Other values (5664)	7896	88.8%

Value	Count	Frequency (%)
1438.3	453	5.1%
1439	2	< 0.1%
1440	1	< 0.1%
1441	2	< 0.1%
1442	1	< 0.1%
1443	3	< 0.1%
1446	1	< 0.1%
1449	2	< 0.1%
1451	2	< 0.1%
1452	2	< 0.1%

Value	Count	Frequency (%)
34516	449	5.1%
34496	1	< 0.1%
34458	1	< 0.1%
34427	1	< 0.1%
34198	1	< 0.1%
34173	1	< 0.1%
34162	1	< 0.1%
34140	1	< 0.1%
34058	1	< 0.1%
33996	1	< 0.1%

personas_a_cargo
Real number (ℝ)

Zeros

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3518227

Minimum	0
Maximum	5
Zeros	787
Zeros (%)	8.9%
Negative	0
Negative (%)	0.0%
Memory size	396.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.300598
Coefficient of variation (CV)	0.55301703
Kurtosis	-0.6893843
Mean	2.3518227
Median Absolute Deviation (MAD)	1
Skewness	-0.022036342
Sum	20903
Variance	1.6915551
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	2390	26.9%
2	2321	26.1%
1	1615	18.2%
4	1399	15.7%
0	787	8.9%
5	376	4.2%

Value	Count	Frequency (%)
0	787	8.9%
1	1615	18.2%
2	2321	26.1%
3	2390	26.9%
4	1399	15.7%
5	376	4.2%

Value	Count	Frequency (%)
5	376	4.2%
4	1399	15.7%
3	2390	26.9%
2	2321	26.1%
1	1615	18.2%
0	787	8.9%

situacion_vivienda_ALQUILER
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

True	5434
False	3454

Value	Count	Frequency (%)
True	5434	61.1%
False	3454	38.9%

situacion_vivienda_HIPOTECA
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	6082
True	2806

Value	Count	Frequency (%)
False	6082	68.4%
True	2806	31.6%

situacion_vivienda_OTROS
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	8853
True	35

Value	Count	Frequency (%)
False	8853	99.6%
True	35	0.4%

situacion_vivienda_PROPIA
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	8275
True	613

Value	Count	Frequency (%)
False	8275	93.1%
True	613	6.9%

objetivo_credito_EDUCACIÓN
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	6821
True	2067

Value	Count	Frequency (%)
False	6821	76.7%
True	2067	23.3%

objetivo_credito_INVERSIONES
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	7368
True	1520

Value	Count	Frequency (%)
False	7368	82.9%
True	1520	17.1%

objetivo_credito_MEJORAS_HOGAR
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	8120
True	768

Value	Count	Frequency (%)
False	8120	91.4%
True	768	8.6%

objetivo_credito_PAGO_DEUDAS
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	7426
True	1462

Value	Count	Frequency (%)
False	7426	83.6%
True	1462	16.4%

objetivo_credito_PERSONAL
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	7431
True	1457

Value	Count	Frequency (%)
False	7431	83.6%
True	1457	16.4%

objetivo_credito_SALUD
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	7274
True	1614

Value	Count	Frequency (%)
False	7274	81.8%
True	1614	18.2%

falta_pago_N
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

True	7323
False	1565

Value	Count	Frequency (%)
True	7323	82.4%
False	1565	17.6%

falta_pago_Y
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	7323
True	1565

Value	Count	Frequency (%)
False	7323	82.4%
True	1565	17.6%

estado_civil_CASADO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	4784
True	4104

Value	Count	Frequency (%)
False	4784	53.8%
True	4104	46.2%

estado_civil_DESCONOCIDO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	8236
True	652

Value	Count	Frequency (%)
False	8236	92.7%
True	652	7.3%

estado_civil_DIVORCIADO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	8224
True	664

Value	Count	Frequency (%)
False	8224	92.5%
True	664	7.5%

estado_civil_SOLTERO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	5420
True	3468

Value	Count	Frequency (%)
False	5420	61.0%
True	3468	39.0%

estado_cliente_ACTIVO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

True	7443
False	1445

Value	Count	Frequency (%)
True	7443	83.7%
False	1445	16.3%

estado_cliente_PASIVO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	7443
True	1445

Value	Count	Frequency (%)
False	7443	83.7%
True	1445	16.3%

genero_F
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

True	4722
False	4166

Value	Count	Frequency (%)
True	4722	53.1%
False	4166	46.9%

genero_M
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	4722
True	4166

Value	Count	Frequency (%)
False	4722	53.1%
True	4166	46.9%

nivel_educativo_DESCONOCIDO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	7574
True	1314

Value	Count	Frequency (%)
False	7574	85.2%
True	1314	14.8%

nivel_educativo_POSGRADO_COMPLETO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	8475
True	413

Value	Count	Frequency (%)
False	8475	95.4%
True	413	4.6%

nivel_educativo_POSGRADO_INCOMPLETO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	8427
True	461

Value	Count	Frequency (%)
False	8427	94.8%
True	461	5.2%

nivel_educativo_SECUNDARIO_COMPLETO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	7125
True	1763

Value	Count	Frequency (%)
False	7125	80.2%
True	1763	19.8%

nivel_educativo_UNIVERSITARIO_COMPLETO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	6144
True	2744

Value	Count	Frequency (%)
False	6144	69.1%
True	2744	30.9%

nivel_educativo_UNIVERSITARIO_INCOMPLETO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	6695
True	2193

Value	Count	Frequency (%)
False	6695	75.3%
True	2193	24.7%

nivel_tarjeta_Blue
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

True	8284
False	604

Value	Count	Frequency (%)
True	8284	93.2%
False	604	6.8%

nivel_tarjeta_Gold
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	8784
True	104

Value	Count	Frequency (%)
False	8784	98.8%
True	104	1.2%

nivel_tarjeta_Platinum
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	8869
True	19

Value	Count	Frequency (%)
False	8869	99.8%
True	19	0.2%

nivel_tarjeta_Silver
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	336.2 KiB

False	8407
True	481

Value	Count	Frequency (%)
False	8407	94.6%
True	481	5.4%

Interactions

Correlations

	antiguedad_cliente	antiguedad_empleado	duracion_credito	edad	estado_civil_CASADO	estado_civil_DESCONOCIDO	estado_civil_DIVORCIADO	estado_civil_SOLTERO	estado_cliente_ACTIVO	estado_cliente_PASIVO	estado_credito	falta_pago_N	falta_pago_Y	gastos_ult_12m	genero_F	genero_M	importe_solicitado	ingresos	limite_credito_tc	nivel_educativo_DESCONOCIDO	nivel_educativo_POSGRADO_COMPLETO	nivel_educativo_POSGRADO_INCOMPLETO	nivel_educativo_SECUNDARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_INCOMPLETO	nivel_tarjeta_Blue	nivel_tarjeta_Gold	nivel_tarjeta_Platinum	nivel_tarjeta_Silver	objetivo_credito_EDUCACIÓN	objetivo_credito_INVERSIONES	objetivo_credito_MEJORAS_HOGAR	objetivo_credito_PAGO_DEUDAS	objetivo_credito_PERSONAL	objetivo_credito_SALUD	pct_ingreso	personas_a_cargo	situacion_vivienda_ALQUILER	situacion_vivienda_HIPOTECA	situacion_vivienda_OTROS	situacion_vivienda_PROPIA	tasa_interes
antiguedad_cliente	1.000	-0.001	0.000	-0.000	0.048	0.036	0.040	0.051	0.032	0.032	0.025	0.050	0.050	-0.025	0.018	0.018	0.038	0.014	0.009	0.000	0.022	0.029	0.000	0.023	0.009	0.029	0.019	0.000	0.008	0.000	0.000	0.012	0.032	0.016	0.000	0.033	-0.115	0.030	0.033	0.000	0.000	0.009
antiguedad_empleado	-0.001	1.000	0.000	0.109	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.063	0.000	0.000	0.120	0.188	-0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	-0.002	-0.002	0.000	0.000	0.000	0.000	-0.065
duracion_credito	0.000	0.000	1.000	0.000	0.000	0.000	0.015	0.000	0.005	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.007	0.008	0.016	0.000	0.000	0.032	0.025	0.020	0.000	0.000	0.022	0.000	0.000	0.009	0.013	0.022	0.023	0.000	0.016	0.006	0.012	0.000	0.000	0.017
edad	-0.000	0.109	0.000	1.000	0.012	0.000	0.000	0.010	0.000	0.000	0.000	0.000	0.000	0.009	0.000	0.000	0.078	0.156	0.011	0.000	0.000	0.000	0.000	0.008	0.000	0.000	0.000	0.000	0.000	0.015	0.000	0.000	0.000	0.000	0.000	-0.037	0.001	0.000	0.000	0.000	0.000	0.005
estado_civil_CASADO	0.048	0.000	0.000	0.012	1.000	0.260	0.263	0.741	0.025	0.025	0.043	0.000	0.000	0.175	0.000	0.000	0.090	0.024	0.064	0.005	0.000	0.000	0.000	0.013	0.014	0.051	0.017	0.003	0.044	0.019	0.014	0.010	0.000	0.000	0.000	0.056	0.022	0.017	0.013	0.008	0.000	0.000
estado_civil_DESCONOCIDO	0.036	0.000	0.000	0.000	0.260	1.000	0.078	0.224	0.000	0.000	0.019	0.000	0.000	0.056	0.011	0.011	0.042	0.033	0.017	0.000	0.000	0.008	0.000	0.000	0.000	0.018	0.011	0.000	0.009	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.039	0.013	0.004	0.000	0.000	0.011
estado_civil_DIVORCIADO	0.040	0.000	0.015	0.000	0.263	0.078	1.000	0.227	0.000	0.000	0.000	0.000	0.000	0.039	0.000	0.000	0.000	0.000	0.021	0.016	0.000	0.000	0.009	0.000	0.034	0.000	0.008	0.000	0.000	0.000	0.019	0.000	0.000	0.000	0.000	0.012	0.030	0.000	0.000	0.000	0.000	0.026
estado_civil_SOLTERO	0.051	0.000	0.000	0.010	0.741	0.224	0.227	1.000	0.017	0.017	0.032	0.000	0.000	0.142	0.013	0.013	0.068	0.010	0.033	0.020	0.000	0.000	0.000	0.005	0.000	0.042	0.016	0.000	0.034	0.007	0.000	0.015	0.000	0.000	0.006	0.038	0.038	0.022	0.017	0.000	0.000	0.000
estado_cliente_ACTIVO	0.032	0.000	0.005	0.000	0.025	0.000	0.000	0.017	1.000	1.000	0.117	0.551	0.551	0.328	0.031	0.031	0.106	0.019	0.034	0.007	0.031	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.015	0.000	0.021	0.000	0.000	0.000	0.040	0.019	0.051	0.053	0.000	0.000	0.319
estado_cliente_PASIVO	0.032	0.000	0.005	0.000	0.025	0.000	0.000	0.017	1.000	1.000	0.117	0.551	0.551	0.328	0.031	0.031	0.106	0.019	0.034	0.007	0.031	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.015	0.000	0.021	0.000	0.000	0.000	0.040	0.019	0.051	0.053	0.000	0.000	0.319
estado_credito	0.025	0.000	0.000	0.000	0.043	0.019	0.000	0.032	0.117	0.117	1.000	0.192	0.192	0.232	0.026	0.026	0.211	0.117	0.000	0.000	0.006	0.009	0.008	0.000	0.000	0.000	0.000	0.000	0.000	0.096	0.064	0.111	0.062	0.013	0.042	0.404	0.000	0.207	0.165	0.023	0.101	0.384
falta_pago_N	0.050	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.551	0.551	0.192	1.000	1.000	0.261	0.000	0.000	0.056	0.000	0.029	0.000	0.000	0.000	0.007	0.004	0.000	0.000	0.000	0.000	0.000	0.014	0.018	0.049	0.003	0.000	0.000	0.043	0.016	0.072	0.074	0.012	0.000	0.561
falta_pago_Y	0.050	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.551	0.551	0.192	1.000	1.000	0.261	0.000	0.000	0.056	0.000	0.029	0.000	0.000	0.000	0.007	0.004	0.000	0.000	0.000	0.000	0.000	0.014	0.018	0.049	0.003	0.000	0.000	0.043	0.016	0.072	0.074	0.012	0.000	0.561
gastos_ult_12m	-0.025	0.063	0.000	0.009	0.175	0.056	0.039	0.142	0.328	0.328	0.232	0.261	0.261	1.000	0.247	0.247	0.034	0.156	0.027	0.021	0.013	0.000	0.043	0.000	0.000	0.244	0.155	0.075	0.196	0.011	0.013	0.000	0.000	0.000	0.000	-0.071	0.059	0.152	0.181	0.000	0.037	-0.187
genero_F	0.018	0.000	0.000	0.000	0.000	0.011	0.000	0.013	0.031	0.031	0.026	0.000	0.000	0.247	1.000	1.000	0.170	0.113	0.442	0.000	0.007	0.000	0.013	0.000	0.000	0.085	0.038	0.000	0.074	0.009	0.000	0.000	0.000	0.000	0.007	0.071	0.000	0.040	0.042	0.000	0.000	0.002
genero_M	0.018	0.000	0.000	0.000	0.000	0.011	0.000	0.013	0.031	0.031	0.026	0.000	0.000	0.247	1.000	1.000	0.170	0.113	0.442	0.000	0.007	0.000	0.013	0.000	0.000	0.085	0.038	0.000	0.074	0.009	0.000	0.000	0.000	0.000	0.007	0.071	0.000	0.040	0.042	0.000	0.000	0.002
importe_solicitado	0.038	0.120	0.000	0.078	0.090	0.042	0.000	0.068	0.106	0.106	0.211	0.056	0.056	0.034	0.170	0.170	1.000	0.350	0.039	0.027	0.005	0.000	0.000	0.020	0.000	0.080	0.035	0.016	0.065	0.000	0.017	0.032	0.000	0.000	0.045	0.740	0.031	0.190	0.169	0.012	0.056	0.073
ingresos	0.014	0.188	0.000	0.156	0.024	0.033	0.000	0.010	0.019	0.019	0.117	0.000	0.000	0.156	0.113	0.113	0.350	1.000	0.037	0.015	0.000	0.000	0.024	0.000	0.014	0.092	0.055	0.027	0.067	0.000	0.021	0.058	0.045	0.020	0.034	-0.293	0.019	0.156	0.120	0.000	0.086	-0.027
limite_credito_tc	0.009	-0.004	0.007	0.011	0.064	0.017	0.021	0.033	0.034	0.034	0.000	0.029	0.029	0.027	0.442	0.442	0.039	0.037	1.000	0.000	0.006	0.000	0.000	0.000	0.017	0.559	0.288	0.135	0.474	0.021	0.000	0.000	0.000	0.006	0.000	0.021	0.049	0.000	0.023	0.000	0.010	0.003
nivel_educativo_DESCONOCIDO	0.000	0.000	0.008	0.000	0.005	0.000	0.016	0.020	0.007	0.007	0.000	0.000	0.000	0.021	0.000	0.000	0.027	0.015	0.000	1.000	0.091	0.096	0.207	0.278	0.238	0.000	0.000	0.000	0.000	0.000	0.000	0.022	0.019	0.000	0.000	0.000	0.029	0.010	0.000	0.000	0.014	0.000
nivel_educativo_POSGRADO_COMPLETO	0.022	0.000	0.016	0.000	0.000	0.000	0.000	0.000	0.031	0.031	0.006	0.000	0.000	0.013	0.007	0.007	0.005	0.000	0.006	0.091	1.000	0.049	0.109	0.147	0.125	0.000	0.000	0.000	0.000	0.000	0.000	0.018	0.000	0.000	0.000	0.020	0.000	0.000	0.000	0.000	0.000	0.012
nivel_educativo_POSGRADO_INCOMPLETO	0.029	0.000	0.000	0.000	0.000	0.008	0.000	0.000	0.000	0.000	0.009	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.096	0.049	1.000	0.115	0.155	0.133	0.000	0.000	0.013	0.000	0.000	0.017	0.004	0.000	0.006	0.000	0.008	0.013	0.000	0.000	0.000	0.004	0.000
nivel_educativo_SECUNDARIO_COMPLETO	0.000	0.000	0.000	0.000	0.000	0.000	0.009	0.000	0.006	0.006	0.008	0.007	0.007	0.043	0.013	0.013	0.000	0.024	0.000	0.207	0.109	0.115	1.000	0.332	0.284	0.007	0.000	0.009	0.000	0.000	0.000	0.000	0.000	0.000	0.016	0.008	0.011	0.005	0.000	0.000	0.000	0.010
nivel_educativo_UNIVERSITARIO_COMPLETO	0.023	0.000	0.032	0.008	0.013	0.000	0.000	0.005	0.000	0.000	0.000	0.004	0.004	0.000	0.000	0.000	0.020	0.000	0.000	0.278	0.147	0.155	0.332	1.000	0.382	0.001	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.003	0.000	0.000	0.011	0.000
nivel_educativo_UNIVERSITARIO_INCOMPLETO	0.009	0.000	0.025	0.000	0.014	0.000	0.034	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.014	0.017	0.238	0.125	0.133	0.284	0.382	1.000	0.000	0.000	0.006	0.000	0.014	0.000	0.006	0.000	0.000	0.006	0.000	0.015	0.004	0.004	0.000	0.000	0.000
nivel_tarjeta_Blue	0.029	0.000	0.020	0.000	0.051	0.018	0.000	0.042	0.000	0.000	0.000	0.000	0.000	0.244	0.085	0.085	0.080	0.092	0.559	0.000	0.000	0.000	0.007	0.001	0.000	1.000	0.401	0.166	0.885	0.000	0.000	0.000	0.000	0.000	0.000	0.022	0.030	0.017	0.026	0.000	0.007	0.000
nivel_tarjeta_Gold	0.019	0.000	0.000	0.000	0.017	0.011	0.008	0.016	0.000	0.000	0.000	0.000	0.000	0.155	0.038	0.038	0.035	0.055	0.288	0.000	0.000	0.000	0.000	0.000	0.000	0.401	1.000	0.000	0.021	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.029	0.000	0.007	0.000	0.003	0.019
nivel_tarjeta_Platinum	0.000	0.000	0.000	0.000	0.003	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.075	0.000	0.000	0.016	0.027	0.135	0.000	0.000	0.013	0.009	0.000	0.006	0.166	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.007	0.000	0.000	0.000	0.000	0.000	0.000	0.000
nivel_tarjeta_Silver	0.008	0.000	0.022	0.000	0.044	0.009	0.000	0.034	0.000	0.000	0.000	0.000	0.000	0.196	0.074	0.074	0.065	0.067	0.474	0.000	0.000	0.000	0.000	0.000	0.000	0.885	0.021	0.000	1.000	0.000	0.000	0.000	0.000	0.007	0.000	0.025	0.015	0.016	0.019	0.000	0.000	0.000
objetivo_credito_EDUCACIÓN	0.000	0.000	0.000	0.015	0.019	0.006	0.000	0.007	0.015	0.015	0.096	0.014	0.014	0.011	0.009	0.009	0.000	0.000	0.021	0.000	0.000	0.000	0.000	0.000	0.014	0.000	0.000	0.000	0.000	1.000	0.249	0.168	0.244	0.243	0.259	0.000	0.000	0.000	0.000	0.000	0.000	0.035
objetivo_credito_INVERSIONES	0.000	0.000	0.000	0.000	0.014	0.000	0.019	0.000	0.000	0.000	0.064	0.018	0.018	0.013	0.000	0.000	0.017	0.021	0.000	0.000	0.000	0.017	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.249	1.000	0.139	0.201	0.200	0.213	0.028	0.000	0.045	0.000	0.000	0.092	0.030
objetivo_credito_MEJORAS_HOGAR	0.012	0.000	0.009	0.000	0.010	0.000	0.000	0.015	0.021	0.021	0.111	0.049	0.049	0.000	0.000	0.000	0.032	0.058	0.000	0.022	0.018	0.004	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.168	0.139	1.000	0.136	0.135	0.144	0.040	0.023	0.034	0.027	0.000	0.008	0.047
objetivo_credito_PAGO_DEUDAS	0.032	0.000	0.013	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.062	0.003	0.003	0.000	0.000	0.000	0.000	0.045	0.000	0.019	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.244	0.201	0.136	1.000	0.196	0.208	0.000	0.013	0.043	0.000	0.000	0.092	0.015
objetivo_credito_PERSONAL	0.016	0.000	0.022	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.013	0.000	0.000	0.000	0.000	0.000	0.000	0.020	0.006	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.007	0.243	0.200	0.135	0.196	1.000	0.208	0.000	0.035	0.016	0.020	0.000	0.000	0.016
objetivo_credito_SALUD	0.000	0.000	0.023	0.000	0.000	0.000	0.000	0.006	0.000	0.000	0.042	0.000	0.000	0.000	0.007	0.007	0.045	0.034	0.000	0.000	0.000	0.000	0.016	0.000	0.006	0.000	0.000	0.007	0.000	0.259	0.213	0.144	0.208	0.208	1.000	0.000	0.000	0.040	0.038	0.000	0.000	0.027
pct_ingreso	0.033	-0.002	0.000	-0.037	0.056	0.000	0.012	0.038	0.040	0.040	0.404	0.043	0.043	-0.071	0.071	0.071	0.740	-0.293	0.021	0.000	0.020	0.008	0.008	0.000	0.000	0.022	0.000	0.000	0.025	0.000	0.028	0.040	0.000	0.000	0.000	1.000	0.022	0.051	0.030	0.027	0.049	0.092
personas_a_cargo	-0.115	-0.002	0.016	0.001	0.022	0.039	0.030	0.038	0.019	0.019	0.000	0.016	0.016	0.059	0.000	0.000	0.031	0.019	0.049	0.029	0.000	0.013	0.011	0.000	0.015	0.030	0.029	0.000	0.015	0.000	0.000	0.023	0.013	0.035	0.000	0.022	1.000	0.000	0.000	0.000	0.014	-0.010
situacion_vivienda_ALQUILER	0.030	0.000	0.006	0.000	0.017	0.013	0.000	0.022	0.051	0.051	0.207	0.072	0.072	0.152	0.040	0.040	0.190	0.156	0.000	0.010	0.000	0.000	0.005	0.003	0.004	0.017	0.000	0.000	0.016	0.000	0.045	0.034	0.043	0.016	0.040	0.051	0.000	1.000	0.852	0.076	0.341	0.144
situacion_vivienda_HIPOTECA	0.033	0.000	0.012	0.000	0.013	0.004	0.000	0.017	0.053	0.053	0.165	0.074	0.074	0.181	0.042	0.042	0.169	0.120	0.023	0.000	0.000	0.000	0.000	0.000	0.004	0.026	0.007	0.000	0.019	0.000	0.000	0.027	0.000	0.020	0.038	0.030	0.000	0.852	1.000	0.039	0.184	0.149
situacion_vivienda_OTROS	0.000	0.000	0.000	0.000	0.008	0.000	0.000	0.000	0.000	0.000	0.023	0.012	0.012	0.000	0.000	0.000	0.012	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.027	0.000	0.076	0.039	1.000	0.008	0.028
situacion_vivienda_PROPIA	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.101	0.000	0.000	0.037	0.000	0.000	0.056	0.086	0.010	0.014	0.000	0.004	0.000	0.011	0.000	0.007	0.003	0.000	0.000	0.000	0.092	0.008	0.092	0.000	0.000	0.049	0.014	0.341	0.184	0.008	1.000	0.000
tasa_interes	0.009	-0.065	0.017	0.005	0.000	0.011	0.026	0.000	0.319	0.319	0.384	0.561	0.561	-0.187	0.002	0.002	0.073	-0.027	0.003	0.000	0.012	0.000	0.010	0.000	0.000	0.000	0.019	0.000	0.000	0.035	0.030	0.047	0.015	0.016	0.027	0.092	-0.010	0.144	0.149	0.028	0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	edad	importe_solicitado	duracion_credito	antiguedad_empleado	ingresos	pct_ingreso	tasa_interes	estado_credito	antiguedad_cliente	gastos_ult_12m	limite_credito_tc	personas_a_cargo	situacion_vivienda_ALQUILER	situacion_vivienda_HIPOTECA	situacion_vivienda_OTROS	situacion_vivienda_PROPIA	objetivo_credito_EDUCACIÓN	objetivo_credito_INVERSIONES	objetivo_credito_MEJORAS_HOGAR	objetivo_credito_PAGO_DEUDAS	objetivo_credito_PERSONAL	objetivo_credito_SALUD	falta_pago_N	falta_pago_Y	estado_civil_CASADO	estado_civil_DESCONOCIDO	estado_civil_DIVORCIADO	estado_civil_SOLTERO	estado_cliente_ACTIVO	estado_cliente_PASIVO	genero_F	genero_M	nivel_educativo_DESCONOCIDO	nivel_educativo_POSGRADO_COMPLETO	nivel_educativo_POSGRADO_INCOMPLETO	nivel_educativo_SECUNDARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_INCOMPLETO	nivel_tarjeta_Blue	nivel_tarjeta_Gold	nivel_tarjeta_Platinum	nivel_tarjeta_Silver
0	22	35000	3	123.0	59000	0.59	16.02	1	36.0	1088.0	4010.0	2.0	True	False	False	False	False	False	False	False	True	False	False	True	True	False	False	False	True	False	False	True	False	False	False	False	True	False	True	False	False	False
1	21	1000	2	5.0	9600	0.10	11.14	0	39.0	1144.0	12691.0	3.0	False	False	False	True	True	False	False	False	False	False	True	False	True	False	False	False	True	False	False	True	False	False	False	True	False	False	True	False	False	False
2	23	35000	2	4.0	65500	0.53	15.23	1	36.0	1887.0	3418.0	3.0	True	False	False	False	False	False	False	False	False	True	True	False	True	False	False	False	True	False	False	True	False	False	False	False	True	False	True	False	False	False
3	24	35000	4	8.0	54400	0.55	14.27	1	54.0	1314.0	9095.0	1.0	True	False	False	False	False	False	False	False	False	True	False	True	True	False	False	False	True	False	False	True	True	False	False	False	False	False	True	False	False	False
4	21	2500	2	2.0	9900	0.25	7.14	1	34.0	1171.0	3313.0	4.0	False	False	False	True	False	True	False	False	False	False	True	False	False	True	False	False	True	False	True	False	False	False	False	True	False	False	True	False	False	False
5	26	35000	3	8.0	77100	0.45	12.42	1	21.0	816.0	4716.0	3.0	True	False	False	False	True	False	False	False	False	False	True	False	True	False	False	False	True	False	False	True	False	False	False	False	False	True	True	False	False	False
6	24	35000	4	5.0	78956	0.44	11.11	1	46.0	1330.0	34516.0	4.0	True	False	False	False	False	False	False	False	False	True	True	False	True	False	False	False	True	False	False	True	True	False	False	False	False	False	False	True	False	False
7	24	35000	2	8.0	83000	0.42	8.90	1	27.0	1538.0	29081.0	0.0	True	False	False	False	False	False	False	False	True	False	True	False	False	True	False	False	True	False	False	True	False	False	False	True	False	False	False	False	False	True
8	21	1600	3	6.0	10000	0.16	14.74	1	36.0	1350.0	22352.0	3.0	False	False	False	True	False	True	False	False	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	False	False	True	True	False	False	False
9	22	35000	4	6.0	85000	0.41	10.37	1	36.0	1441.0	11656.0	2.0	True	False	False	False	False	True	False	False	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	False	True	False	True	False	False	False

	edad	importe_solicitado	duracion_credito	antiguedad_empleado	ingresos	pct_ingreso	tasa_interes	estado_credito	antiguedad_cliente	gastos_ult_12m	limite_credito_tc	personas_a_cargo	situacion_vivienda_ALQUILER	situacion_vivienda_HIPOTECA	situacion_vivienda_OTROS	situacion_vivienda_PROPIA	objetivo_credito_EDUCACIÓN	objetivo_credito_INVERSIONES	objetivo_credito_MEJORAS_HOGAR	objetivo_credito_PAGO_DEUDAS	objetivo_credito_PERSONAL	objetivo_credito_SALUD	falta_pago_N	falta_pago_Y	estado_civil_CASADO	estado_civil_DESCONOCIDO	estado_civil_DIVORCIADO	estado_civil_SOLTERO	estado_cliente_ACTIVO	estado_cliente_PASIVO	genero_F	genero_M	nivel_educativo_DESCONOCIDO	nivel_educativo_POSGRADO_COMPLETO	nivel_educativo_POSGRADO_INCOMPLETO	nivel_educativo_SECUNDARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_INCOMPLETO	nivel_tarjeta_Blue	nivel_tarjeta_Gold	nivel_tarjeta_Platinum	nivel_tarjeta_Silver
9766	22	9000	3	4.0	65000	0.14	9.63	0	34.0	15577.0	13940.0	1.0	False	True	False	False	True	False	False	False	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	True	False	False	True	False	False	False
9767	25	9500	2	4.0	61000	0.16	7.51	0	50.0	14596.0	3688.0	1.0	True	False	False	False	False	True	False	False	False	False	True	False	False	False	False	True	True	False	True	False	False	False	False	False	True	False	True	False	False	False
9768	25	9500	3	2.0	68000	0.14	7.14	0	40.0	15476.0	4003.0	2.0	True	False	False	False	False	False	False	True	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	False	True	False	True	False	False	False
9769	24	9500	3	4.0	58650	0.14	16.49	1	25.0	8764.0	4277.0	2.0	True	False	False	False	False	False	False	False	False	True	True	False	False	False	True	False	False	True	False	True	True	False	False	False	False	False	True	False	False	False
9770	22	9500	4	1.0	69000	0.14	15.33	1	20.0	9338.0	34516.0	2.0	True	False	False	False	False	False	True	False	False	False	False	True	True	False	False	False	False	True	False	True	False	False	False	False	False	True	False	True	False	False
9771	25	7000	4	9.0	65000	0.11	11.66	0	36.0	10310.0	9959.0	1.0	False	False	False	True	False	False	False	False	True	False	False	True	False	True	False	False	False	True	False	True	True	False	False	False	False	False	True	False	False	False
9772	22	9575	3	1.0	43000	0.22	6.62	0	36.0	8395.0	5281.0	2.0	True	False	False	False	False	False	False	True	False	False	True	False	False	True	False	False	False	True	False	True	False	False	False	False	True	False	True	False	False	False
9773	22	9600	2	0.0	21600	0.44	7.49	1	36.0	10291.0	5409.0	1.0	True	False	False	False	True	False	False	False	False	False	True	False	True	False	False	False	False	True	True	False	False	False	False	True	False	False	True	False	False	False
9774	23	9600	2	3.0	22000	0.44	13.16	1	25.0	10294.0	10388.0	2.0	True	False	False	False	True	False	False	False	False	False	True	False	True	False	False	False	False	True	True	False	False	False	False	False	True	False	False	False	False	True
9775	24	3600	4	8.0	65004	0.06	13.49	0	47.0	6009.0	14657.0	3.0	False	True	False	False	False	False	True	False	False	False	False	True	False	False	False	True	False	True	True	False	False	False	False	False	False	True	True	False	False	False

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample